{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# IV - Coronagraphy\n",
    "\n",
    "First let's import HCIPy, and a few supporting libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "from hcipy import *\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start with a vortex coronagraph. We have to construct a nice round pupil:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c80163ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pupil_grid = make_pupil_grid(1024)\n",
    "focal_grid = make_focal_grid(8, 32)\n",
    "prop = FraunhoferPropagator(pupil_grid, focal_grid)\n",
    "\n",
    "aperture = circular_aperture(1)\n",
    "aperture = evaluate_supersampled(aperture, pupil_grid, 8)\n",
    "\n",
    "imshow_field(aperture)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can create the coronagraph:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "coro = VortexCoronagraph(pupil_grid, charge=2, levels=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And propagate the light through it, onto the Lyot plane."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c80159b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wf = Wavefront(aperture)\n",
    "lyot = coro(wf)\n",
    "\n",
    "imshow_field(np.log10(lyot.intensity), vmin=-8, vmax=0)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adding a Lyot stop that is slightly undersized:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11c861b0400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lyot_stop = Apodizer(circular_aperture(0.99)(pupil_grid))\n",
    "\n",
    "img = prop(lyot_stop(lyot))\n",
    "img_ref = prop(wf)\n",
    "\n",
    "imshow_field(np.log10(img.intensity / img_ref.intensity.max()), vmin=-12)\n",
    "plt.colorbar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
